Reporte Diabetes

Dataset statistics

Number of variables	9
Number of observations	768
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	54.1 KiB
Average record size in memory	72.2 B

Variable types

Numeric	8
Categorical	1

Alerts

`Age` is highly overall correlated with `Pregnancies`	High correlation
`BMI` is highly overall correlated with `SkinThickness`	High correlation
`Glucose` is highly overall correlated with `Insulin`	High correlation
`Insulin` is highly overall correlated with `Glucose`	High correlation
`Pregnancies` is highly overall correlated with `Age`	High correlation
`SkinThickness` is highly overall correlated with `BMI`	High correlation
`Pregnancies` has 111 (14.5%) zeros	Zeros

Reproduction

Analysis started	2024-12-06 04:10:22.402620
Analysis finished	2024-12-06 04:10:25.291833
Duration	2.89 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

Pregnancies
Real number (ℝ)

High correlation Zeros

Distinct	17
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8450521

Minimum	0
Maximum	17
Zeros	111
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	6
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.3695781
Coefficient of variation (CV)	0.87634133
Kurtosis	0.15921978
Mean	3.8450521
Median Absolute Deviation (MAD)	2
Skewness	0.90167398
Sum	2953
Variance	11.354056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	135	17.6%
0	111	14.5%
2	103	13.4%
3	75	9.8%
4	68	8.9%
5	57	7.4%
6	50	6.5%
7	45	5.9%
8	38	4.9%
9	28	3.6%
Other values (7)	58	7.6%

Value	Count	Frequency (%)
0	111	14.5%
1	135	17.6%
2	103	13.4%
3	75	9.8%
4	68	8.9%
5	57	7.4%
6	50	6.5%
7	45	5.9%
8	38	4.9%
9	28	3.6%

Value	Count	Frequency (%)
17	1	0.1%
15	1	0.1%
14	2	0.3%
13	10	1.3%
12	9	1.2%
11	11	1.4%
10	24	3.1%
9	28	3.6%
8	38	4.9%
7	45	5.9%

Glucose
Real number (ℝ)

High correlation

Distinct	139
Distinct (%)	18.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.56337

Minimum	44
Maximum	199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	44
5-th percentile	80
Q1	99
median	117
Q3	141
95-th percentile	181
Maximum	199
Range	155
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	30.550074
Coefficient of variation (CV)	0.25130987
Kurtosis	-0.27900637
Mean	121.56337
Median Absolute Deviation (MAD)	20
Skewness	0.53024001
Sum	93360.667
Variance	933.307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	17	2.2%
100	17	2.2%
129	14	1.8%
111	14	1.8%
125	14	1.8%
106	14	1.8%
112	13	1.7%
105	13	1.7%
102	13	1.7%
95	13	1.7%
Other values (129)	626	81.5%

Value	Count	Frequency (%)
44	1	0.1%
56	1	0.1%
57	2	0.3%
61	1	0.1%
62	1	0.1%
65	1	0.1%
67	1	0.1%
68	3	0.4%
71	4	0.5%
72	1	0.1%

Value	Count	Frequency (%)
199	1	0.1%
198	1	0.1%
197	4	0.5%
196	3	0.4%
195	2	0.3%
194	3	0.4%
193	2	0.3%
191	1	0.1%
190	1	0.1%
189	4	0.5%

BloodPressure
Real number (ℝ)

Distinct	64
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.342448

Minimum	24
Maximum	122
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	24
5-th percentile	52
Q1	64
median	72
Q3	80
95-th percentile	90
Maximum	122
Range	98
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	12.22139
Coefficient of variation (CV)	0.16893802
Kurtosis	0.95530702
Mean	72.342448
Median Absolute Deviation (MAD)	8
Skewness	0.14375588
Sum	55559
Variance	149.36237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	59	7.7%
74	52	6.8%
68	46	6.0%
78	46	6.0%
72	45	5.9%
64	44	5.7%
76	40	5.2%
80	40	5.2%
60	37	4.8%
62	34	4.4%
Other values (54)	325	42.3%

Value	Count	Frequency (%)
24	1	0.1%
30	2	0.3%
38	1	0.1%
40	1	0.1%
44	4	0.5%
46	2	0.3%
48	5	0.7%
50	13	1.7%
52	11	1.4%
53.33333333	1	0.1%

Value	Count	Frequency (%)
122	1	0.1%
114	1	0.1%
110	3	0.4%
108	2	0.3%
106	3	0.4%
104	2	0.3%
102	1	0.1%
100	3	0.4%
98	3	0.4%
96	4	0.5%

SkinThickness
Real number (ℝ)

High correlation

Distinct	102
Distinct (%)	13.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.099392

Minimum	7
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	7
5-th percentile	14
Q1	22.333333
median	29
Q3	35
95-th percentile	44.766667
Maximum	99
Range	92
Interquartile range (IQR)	12.666667

Descriptive statistics

Standard deviation	9.5803042
Coefficient of variation (CV)	0.32922695
Kurtosis	3.2256988
Mean	29.099392
Median Absolute Deviation (MAD)	6.1666667
Skewness	0.64650918
Sum	22348.333
Variance	91.782228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	32	4.2%
30	31	4.0%
27	29	3.8%
33	25	3.3%
28	24	3.1%
23	23	3.0%
31	22	2.9%
18	22	2.9%
35	22	2.9%
26	21	2.7%
Other values (92)	517	67.3%

Value	Count	Frequency (%)
7	2	0.3%
8	2	0.3%
10	5	0.7%
10.33333333	1	0.1%
11	6	0.8%
12	7	0.9%
13	11	1.4%
13.66666667	2	0.3%
14	6	0.8%
15	15	2.0%

Value	Count	Frequency (%)
99	1	0.1%
63	1	0.1%
60	1	0.1%
56	1	0.1%
54	2	0.3%
53.66666667	1	0.1%
52	2	0.3%
51	1	0.1%
50	3	0.4%
49	3	0.4%

Insulin
Real number (ℝ)

High correlation

Distinct	417
Distinct (%)	54.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	153.41406

Minimum	14
Maximum	846
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	14
5-th percentile	45
Q1	83
median	132
Q3	191
95-th percentile	326.86667
Maximum	846
Range	832
Interquartile range (IQR)	108

Descriptive statistics

Standard deviation	100.84619
Coefficient of variation (CV)	0.65734647
Kurtosis	6.8916804
Mean	153.41406
Median Absolute Deviation (MAD)	53
Skewness	2.0267753
Sum	117822
Variance	10169.955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	11	1.4%
140	10	1.3%
130	9	1.2%
94	8	1.0%
120	8	1.0%
180	7	0.9%
100	7	0.9%
115	7	0.9%
76	7	0.9%
210	6	0.8%
Other values (407)	688	89.6%

Value	Count	Frequency (%)
14	1	0.1%
15	1	0.1%
16	1	0.1%
18	2	0.3%
22	1	0.1%
23	2	0.3%
25	1	0.1%
29	1	0.1%
30.33333333	1	0.1%
32	1	0.1%

Value	Count	Frequency (%)
846	1	0.1%
744	1	0.1%
680	1	0.1%
600	1	0.1%
579	1	0.1%
545	1	0.1%
543	1	0.1%
540	1	0.1%
510	1	0.1%
495	2	0.3%

BMI
Real number (ℝ)

High correlation

Distinct	252
Distinct (%)	32.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.426259

Minimum	18.2
Maximum	67.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	18.2
5-th percentile	22.235
Q1	27.5
median	32.15
Q3	36.6
95-th percentile	44.395
Maximum	67.1
Range	48.9
Interquartile range (IQR)	9.1

Descriptive statistics

Standard deviation	6.889295
Coefficient of variation (CV)	0.21246037
Kurtosis	0.90096945
Mean	32.426259
Median Absolute Deviation (MAD)	4.55
Skewness	0.60523953
Sum	24903.367
Variance	47.462385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	13	1.7%
31.2	12	1.6%
31.6	12	1.6%
30.1	10	1.3%
32.4	10	1.3%
33.3	10	1.3%
32.8	9	1.2%
30.8	9	1.2%
32.9	9	1.2%
34.2	8	1.0%
Other values (242)	666	86.7%

Value	Count	Frequency (%)
18.2	3	0.4%
18.4	1	0.1%
19.1	1	0.1%
19.3	1	0.1%
19.4	1	0.1%
19.5	2	0.3%
19.6	3	0.4%
19.9	1	0.1%
20	1	0.1%
20.1	1	0.1%

Value	Count	Frequency (%)
67.1	1	0.1%
59.4	1	0.1%
57.3	1	0.1%
55	1	0.1%
53.2	1	0.1%
52.9	1	0.1%
52.3	2	0.3%
50	1	0.1%
49.7	1	0.1%
49.6	1	0.1%

DiabetesPedigreeFunction
Real number (ℝ)

Distinct	517
Distinct (%)	67.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4718763

Minimum	0.078
Maximum	2.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	0.078
5-th percentile	0.14035
Q1	0.24375
median	0.3725
Q3	0.62625
95-th percentile	1.13285
Maximum	2.42
Range	2.342
Interquartile range (IQR)	0.3825

Descriptive statistics

Standard deviation	0.3313286
Coefficient of variation (CV)	0.70215138
Kurtosis	5.5949535
Mean	0.4718763
Median Absolute Deviation (MAD)	0.1675
Skewness	1.9199111
Sum	362.401
Variance	0.10977864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.258	6	0.8%
0.254	6	0.8%
0.268	5	0.7%
0.207	5	0.7%
0.261	5	0.7%
0.259	5	0.7%
0.238	5	0.7%
0.19	4	0.5%
0.263	4	0.5%
0.299	4	0.5%
Other values (507)	719	93.6%

Value	Count	Frequency (%)
0.078	1	0.1%
0.084	1	0.1%
0.085	2	0.3%
0.088	2	0.3%
0.089	1	0.1%
0.092	1	0.1%
0.096	1	0.1%
0.1	1	0.1%
0.101	1	0.1%
0.102	1	0.1%

Value	Count	Frequency (%)
2.42	1	0.1%
2.329	1	0.1%
2.288	1	0.1%
2.137	1	0.1%
1.893	1	0.1%
1.781	1	0.1%
1.731	1	0.1%
1.699	1	0.1%
1.698	1	0.1%
1.6	1	0.1%

Age
Real number (ℝ)

High correlation

Distinct	52
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.240885

Minimum	21
Maximum	81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	21
5-th percentile	21
Q1	24
median	29
Q3	41
95-th percentile	58
Maximum	81
Range	60
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	11.760232
Coefficient of variation (CV)	0.35378816
Kurtosis	0.64315889
Mean	33.240885
Median Absolute Deviation (MAD)	7
Skewness	1.1295967
Sum	25529
Variance	138.30305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	72	9.4%
21	63	8.2%
25	48	6.2%
24	46	6.0%
23	38	4.9%
28	35	4.6%
26	33	4.3%
27	32	4.2%
29	29	3.8%
31	24	3.1%
Other values (42)	348	45.3%

Value	Count	Frequency (%)
21	63	8.2%
22	72	9.4%
23	38	4.9%
24	46	6.0%
25	48	6.2%
26	33	4.3%
27	32	4.2%
28	35	4.6%
29	29	3.8%
30	21	2.7%

Value	Count	Frequency (%)
81	1	0.1%
72	1	0.1%
70	1	0.1%
69	2	0.3%
68	1	0.1%
67	3	0.4%
66	4	0.5%
65	3	0.4%
64	1	0.1%
63	4	0.5%

Outcome
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

0	500
1	268

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	768
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring characters

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	768	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	768	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	768	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

	Age	BMI	BloodPressure	DiabetesPedigreeFunction	Glucose	Insulin	Outcome	Pregnancies	SkinThickness
Age	1.000	0.123	0.380	0.043	0.290	0.282	0.314	0.607	0.218
BMI	0.123	1.000	0.304	0.137	0.234	0.295	0.312	0.003	0.674
BloodPressure	0.380	0.304	1.000	0.020	0.265	0.197	0.163	0.193	0.250
DiabetesPedigreeFunction	0.043	0.137	0.020	1.000	0.095	0.109	0.173	-0.043	0.075
Glucose	0.290	0.234	0.265	0.095	1.000	0.686	0.483	0.135	0.242
Insulin	0.282	0.295	0.197	0.109	0.686	1.000	0.351	0.125	0.270
Outcome	0.314	0.312	0.163	0.173	0.483	0.351	1.000	0.235	0.269
Pregnancies	0.607	0.003	0.193	-0.043	0.135	0.125	0.235	1.000	0.105
SkinThickness	0.218	0.674	0.250	0.075	0.242	0.270	0.269	0.105	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	DiabetesPedigreeFunction	Age	Outcome
0	6	148.0	72.0	35.000000	125.333333	33.6	0.627	50	1
1	1	85.0	66.0	29.000000	66.666667	26.6	0.351	31	0
2	8	183.0	64.0	30.000000	195.000000	23.3	0.672	32	1
3	1	89.0	66.0	23.000000	94.000000	28.1	0.167	21	0
4	0	137.0	40.0	35.000000	168.000000	43.1	2.288	33	1
5	5	116.0	74.0	18.333333	109.000000	25.6	0.201	30	0
6	3	78.0	50.0	32.000000	88.000000	31.0	0.248	26	1
7	10	115.0	70.0	37.666667	145.000000	35.3	0.134	29	0
8	2	197.0	70.0	45.000000	543.000000	30.5	0.158	53	1
9	8	125.0	96.0	24.333333	191.333333	31.9	0.232	54	1

	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	DiabetesPedigreeFunction	Age	Outcome
758	1	106.0	76.0	33.000000	171.666667	37.5	0.197	26	0
759	6	190.0	92.0	28.666667	257.333333	35.5	0.278	66	1
760	2	88.0	58.0	26.000000	16.000000	28.4	0.766	22	0
761	9	170.0	74.0	31.000000	203.333333	44.0	0.403	43	1
762	9	89.0	62.0	17.000000	42.000000	22.5	0.142	33	0
763	10	101.0	76.0	48.000000	180.000000	32.9	0.171	63	0
764	2	122.0	70.0	27.000000	166.666667	36.8	0.340	27	0
765	5	121.0	72.0	23.000000	112.000000	26.2	0.245	30	0
766	1	126.0	60.0	35.333333	120.666667	30.1	0.349	47	1
767	1	93.0	70.0	31.000000	70.666667	30.4	0.315	23	0

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample